Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 56 |
| Missing cells | 171 |
| Missing cells (%) | 15.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.6 KiB |
| Average record size in memory | 157.6 B |
Variable types
| Numeric | 18 |
|---|---|
| DateTime | 1 |
| Categorical | 1 |
Onset is highly correlated with TST and 4 other fields | High correlation |
Offset is highly correlated with Midpoint | High correlation |
TST is highly correlated with Onset and 5 other fields | High correlation |
WASO is highly correlated with TIB and 2 other fields | High correlation |
NOA is highly correlated with Onset and 6 other fields | High correlation |
TIB is highly correlated with Onset and 6 other fields | High correlation |
REMSD is highly correlated with TST and 4 other fields | High correlation |
LSD is highly correlated with Onset and 5 other fields | High correlation |
DSD is highly correlated with SWSP | High correlation |
TSDP is highly correlated with Onset and 6 other fields | High correlation |
AI is highly correlated with NOA | High correlation |
SWSP is highly correlated with LSD and 1 other fields | High correlation |
REMP is highly correlated with REMSD | High correlation |
SMI is highly correlated with WASO | High correlation |
Midpoint is highly correlated with Offset | High correlation |
Onset is highly correlated with TST and 4 other fields | High correlation |
Offset is highly correlated with DSD and 1 other fields | High correlation |
TST is highly correlated with Onset and 6 other fields | High correlation |
WASO is highly correlated with TIB and 2 other fields | High correlation |
NOA is highly correlated with Onset and 6 other fields | High correlation |
TIB is highly correlated with Onset and 7 other fields | High correlation |
REMSD is highly correlated with TST and 4 other fields | High correlation |
LSD is highly correlated with Onset and 5 other fields | High correlation |
DSD is highly correlated with Offset and 4 other fields | High correlation |
TSDP is highly correlated with Onset and 7 other fields | High correlation |
AI is highly correlated with NOA | High correlation |
SWSP is highly correlated with LSD and 1 other fields | High correlation |
REMP is highly correlated with REMSD and 1 other fields | High correlation |
SMI is highly correlated with WASO and 1 other fields | High correlation |
Midpoint is highly correlated with Offset | High correlation |
Onset is highly correlated with TST and 3 other fields | High correlation |
Offset is highly correlated with Midpoint | High correlation |
TST is highly correlated with Onset and 5 other fields | High correlation |
WASO is highly correlated with SMI | High correlation |
NOA is highly correlated with TST and 1 other fields | High correlation |
TIB is highly correlated with Onset and 3 other fields | High correlation |
REMSD is highly correlated with TST and 1 other fields | High correlation |
LSD is highly correlated with Onset and 4 other fields | High correlation |
TSDP is highly correlated with Onset and 3 other fields | High correlation |
REMP is highly correlated with REMSD | High correlation |
SMI is highly correlated with WASO | High correlation |
Midpoint is highly correlated with Offset | High correlation |
df_index is highly correlated with Date and 2 other fields | High correlation |
Onset is highly correlated with Offset and 7 other fields | High correlation |
Offset is highly correlated with Onset and 10 other fields | High correlation |
TST is highly correlated with Onset and 10 other fields | High correlation |
WASO is highly correlated with Offset and 4 other fields | High correlation |
NOA is highly correlated with Onset and 9 other fields | High correlation |
TIB is highly correlated with Onset and 9 other fields | High correlation |
REMSD is highly correlated with Offset and 10 other fields | High correlation |
LSD is highly correlated with Onset and 5 other fields | High correlation |
DSD is highly correlated with Offset and 8 other fields | High correlation |
Date is highly correlated with df_index and 18 other fields | High correlation |
TSDP is highly correlated with Onset and 9 other fields | High correlation |
AI is highly correlated with df_index and 3 other fields | High correlation |
SWSP is highly correlated with REMSD and 2 other fields | High correlation |
REMP is highly correlated with TST and 4 other fields | High correlation |
SMI is highly correlated with Offset and 4 other fields | High correlation |
Midpoint is highly correlated with Onset and 7 other fields | High correlation |
Day is highly correlated with Date and 1 other fields | High correlation |
IsWeekend is highly correlated with Date and 1 other fields | High correlation |
SleepRegularity is highly correlated with df_index and 3 other fields | High correlation |
Onset has 11 (19.6%) missing values | Missing |
Offset has 11 (19.6%) missing values | Missing |
TST has 11 (19.6%) missing values | Missing |
WASO has 11 (19.6%) missing values | Missing |
NOA has 11 (19.6%) missing values | Missing |
TIB has 11 (19.6%) missing values | Missing |
REMSD has 11 (19.6%) missing values | Missing |
LSD has 11 (19.6%) missing values | Missing |
DSD has 11 (19.6%) missing values | Missing |
TSDP has 11 (19.6%) missing values | Missing |
AI has 11 (19.6%) missing values | Missing |
SWSP has 11 (19.6%) missing values | Missing |
REMP has 11 (19.6%) missing values | Missing |
SMI has 11 (19.6%) missing values | Missing |
Midpoint has 11 (19.6%) missing values | Missing |
SleepRegularity has 6 (10.7%) missing values | Missing |
df_index is uniformly distributed | Uniform |
Day is uniformly distributed | Uniform |
df_index has unique values | Unique |
Date has unique values | Unique |
df_index has 1 (1.8%) zeros | Zeros |
IsWeekend has 40 (71.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-29 10:08:06.147776 |
|---|---|
| Analysis finished | 2022-11-29 10:08:51.554870 |
| Duration | 45.41 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 56 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.5 |
| Minimum | 0 |
|---|---|
| Maximum | 55 |
| Zeros | 1 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.75 |
| Q1 | 13.75 |
| median | 27.5 |
| Q3 | 41.25 |
| 95-th percentile | 52.25 |
| Maximum | 55 |
| Range | 55 |
| Interquartile range (IQR) | 27.5 |
Descriptive statistics
| Standard deviation | 16.30950643 |
|---|---|
| Coefficient of variation (CV) | 0.5930729611 |
| Kurtosis | -1.2 |
| Mean | 27.5 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0 |
| Sum | 1540 |
| Variance | 266 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | 1.8% |
| 1 | 1 | 1.8% |
| 21 | 1 | 1.8% |
| 22 | 1 | 1.8% |
| 23 | 1 | 1.8% |
| 24 | 1 | 1.8% |
| 25 | 1 | 1.8% |
| 26 | 1 | 1.8% |
| 27 | 1 | 1.8% |
| 54 | 1 | 1.8% |
| Other values (46) | 46 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 55 | 1 | |
| 54 | 1 | |
| 53 | 1 | |
| 52 | 1 | |
| 51 | 1 | |
| 50 | 1 | |
| 49 | 1 | |
| 48 | 1 | |
| 47 | 1 | |
| 46 | 1 |
| Distinct | 44 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.99296296 |
| Minimum | 22.41666667 |
|---|---|
| Maximum | 27.06666667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 22.41666667 |
|---|---|
| 5-th percentile | 22.55333333 |
| Q1 | 23.2 |
| median | 23.75 |
| Q3 | 24.36666667 |
| 95-th percentile | 26.34333333 |
| Maximum | 27.06666667 |
| Range | 4.65 |
| Interquartile range (IQR) | 1.166666667 |
Descriptive statistics
| Standard deviation | 1.167242763 |
|---|---|
| Coefficient of variation (CV) | 0.0486493796 |
| Kurtosis | 0.3514710943 |
| Mean | 23.99296296 |
| Median Absolute Deviation (MAD) | 0.5666666667 |
| Skewness | 0.974980645 |
| Sum | 1079.683333 |
| Variance | 1.362455668 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23.75 | 2 | 3.6% |
| 23.18333333 | 1 | 1.8% |
| 23.35 | 1 | 1.8% |
| 23.43333333 | 1 | 1.8% |
| 26 | 1 | 1.8% |
| 24.36666667 | 1 | 1.8% |
| 24.05 | 1 | 1.8% |
| 26.1 | 1 | 1.8% |
| 26.11666667 | 1 | 1.8% |
| 23.78333333 | 1 | 1.8% |
| Other values (34) | 34 | |
| (Missing) | 11 | 19.6% |
| Value | Count | Frequency (%) |
| 22.41666667 | 1 | |
| 22.43333333 | 1 | |
| 22.55 | 1 | |
| 22.56666667 | 1 | |
| 22.71666667 | 1 | |
| 22.75 | 1 | |
| 22.76666667 | 1 | |
| 22.78333333 | 1 | |
| 23.08333333 | 1 | |
| 23.15 | 1 |
| Value | Count | Frequency (%) |
| 27.06666667 | 1 | |
| 26.43333333 | 1 | |
| 26.4 | 1 | |
| 26.11666667 | 1 | |
| 26.1 | 1 | |
| 26 | 1 | |
| 25.38333333 | 1 | |
| 25.2 | 1 | |
| 24.9 | 1 | |
| 24.58333333 | 1 |
| Distinct | 37 |
|---|---|
| Distinct (%) | 82.2% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.605185185 |
| Minimum | 5.65 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 5.65 |
|---|---|
| 5-th percentile | 6.746666667 |
| Q1 | 7.216666667 |
| median | 7.433333333 |
| Q3 | 7.866666667 |
| 95-th percentile | 9.133333333 |
| Maximum | 10 |
| Range | 4.35 |
| Interquartile range (IQR) | 0.65 |
Descriptive statistics
| Standard deviation | 0.7744729572 |
|---|---|
| Coefficient of variation (CV) | 0.1018348585 |
| Kurtosis | 2.527483445 |
| Mean | 7.605185185 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 1.041446817 |
| Sum | 342.2333333 |
| Variance | 0.5998083614 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.216666667 | 4 | 7.1% |
| 7.533333333 | 2 | 3.6% |
| 7.666666667 | 2 | 3.6% |
| 7.733333333 | 2 | 3.6% |
| 7.283333333 | 2 | 3.6% |
| 7.133333333 | 2 | 3.6% |
| 9.65 | 1 | 1.8% |
| 7.5 | 1 | 1.8% |
| 7.3 | 1 | 1.8% |
| 7.1 | 1 | 1.8% |
| Other values (27) | 27 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 5.65 | 1 | 1.8% |
| 6.583333333 | 1 | 1.8% |
| 6.716666667 | 1 | 1.8% |
| 6.866666667 | 1 | 1.8% |
| 7.033333333 | 1 | 1.8% |
| 7.1 | 1 | 1.8% |
| 7.116666667 | 1 | 1.8% |
| 7.133333333 | 2 | |
| 7.15 | 1 | 1.8% |
| 7.216666667 | 4 |
| Value | Count | Frequency (%) |
| 10 | 1 | |
| 9.65 | 1 | |
| 9.183333333 | 1 | |
| 8.933333333 | 1 | |
| 8.75 | 1 | |
| 8.4 | 1 | |
| 8.283333333 | 1 | |
| 8.183333333 | 1 | |
| 7.95 | 1 | |
| 7.933333333 | 1 |
| Distinct | 39 |
|---|---|
| Distinct (%) | 86.7% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 390.9111111 |
| Minimum | 230 |
|---|---|
| Maximum | 523 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 230 |
|---|---|
| 5-th percentile | 275.2 |
| Q1 | 353 |
| median | 396 |
| Q3 | 428 |
| 95-th percentile | 499.2 |
| Maximum | 523 |
| Range | 293 |
| Interquartile range (IQR) | 75 |
Descriptive statistics
| Standard deviation | 66.30981767 |
|---|---|
| Coefficient of variation (CV) | 0.1696288895 |
| Kurtosis | 0.04552808424 |
| Mean | 390.9111111 |
| Median Absolute Deviation (MAD) | 36 |
| Skewness | -0.2975284403 |
| Sum | 17591 |
| Variance | 4396.991919 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 426 | 3 | 5.4% |
| 352 | 2 | 3.6% |
| 345 | 2 | 3.6% |
| 480 | 2 | 3.6% |
| 451 | 2 | 3.6% |
| 447 | 1 | 1.8% |
| 410 | 1 | 1.8% |
| 375 | 1 | 1.8% |
| 290 | 1 | 1.8% |
| 360 | 1 | 1.8% |
| Other values (29) | 29 | |
| (Missing) | 11 | 19.6% |
| Value | Count | Frequency (%) |
| 230 | 1 | |
| 267 | 1 | |
| 274 | 1 | |
| 280 | 1 | |
| 290 | 1 | |
| 295 | 1 | |
| 304 | 1 | |
| 345 | 2 | |
| 352 | 2 | |
| 353 | 1 |
| Value | Count | Frequency (%) |
| 523 | 1 | |
| 518 | 1 | |
| 504 | 1 | |
| 480 | 2 | |
| 451 | 2 | |
| 447 | 1 | |
| 443 | 1 | |
| 437 | 1 | |
| 430 | 1 | |
| 428 | 1 |
| Distinct | 33 |
|---|---|
| Distinct (%) | 73.3% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.75555556 |
| Minimum | 27 |
|---|---|
| Maximum | 170 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 27 |
|---|---|
| 5-th percentile | 37.4 |
| Q1 | 54 |
| median | 60 |
| Q3 | 73 |
| 95-th percentile | 96.2 |
| Maximum | 170 |
| Range | 143 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 25.86956404 |
|---|---|
| Coefficient of variation (CV) | 0.3934202033 |
| Kurtosis | 7.188363727 |
| Mean | 65.75555556 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 2.277408268 |
| Sum | 2959 |
| Variance | 669.2343434 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 64 | 3 | 5.4% |
| 48 | 3 | 5.4% |
| 57 | 3 | 5.4% |
| 54 | 2 | 3.6% |
| 73 | 2 | 3.6% |
| 55 | 2 | 3.6% |
| 58 | 2 | 3.6% |
| 66 | 2 | 3.6% |
| 61 | 2 | 3.6% |
| 97 | 1 | 1.8% |
| Other values (23) | 23 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 27 | 1 | 1.8% |
| 32 | 1 | 1.8% |
| 37 | 1 | 1.8% |
| 39 | 1 | 1.8% |
| 44 | 1 | 1.8% |
| 48 | 3 | |
| 49 | 1 | 1.8% |
| 50 | 1 | 1.8% |
| 52 | 1 | 1.8% |
| 54 | 2 |
| Value | Count | Frequency (%) |
| 170 | 1 | |
| 151 | 1 | |
| 97 | 1 | |
| 93 | 1 | |
| 91 | 1 | |
| 90 | 1 | |
| 82 | 1 | |
| 81 | 1 | |
| 80 | 1 | |
| 76 | 1 |
| Distinct | 18 |
|---|---|
| Distinct (%) | 40.0% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.71111111 |
| Minimum | 16 |
|---|---|
| Maximum | 40 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 24 |
| median | 28 |
| Q3 | 32 |
| 95-th percentile | 35.8 |
| Maximum | 40 |
| Range | 24 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.699370867 |
|---|---|
| Coefficient of variation (CV) | 0.2056709615 |
| Kurtosis | -0.4101591366 |
| Mean | 27.71111111 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.2308957121 |
| Sum | 1247 |
| Variance | 32.48282828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33 | 5 | |
| 27 | 5 | |
| 28 | 4 | 7.1% |
| 25 | 4 | 7.1% |
| 32 | 4 | 7.1% |
| 29 | 3 | 5.4% |
| 24 | 3 | 5.4% |
| 18 | 3 | 5.4% |
| 20 | 2 | 3.6% |
| 23 | 2 | 3.6% |
| Other values (8) | 10 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 16 | 1 | 1.8% |
| 17 | 1 | 1.8% |
| 18 | 3 | |
| 20 | 2 | 3.6% |
| 23 | 2 | 3.6% |
| 24 | 3 | |
| 25 | 4 | |
| 27 | 5 | |
| 28 | 4 | |
| 29 | 3 |
| Value | Count | Frequency (%) |
| 40 | 1 | 1.8% |
| 37 | 1 | 1.8% |
| 36 | 1 | 1.8% |
| 35 | 2 | 3.6% |
| 33 | 5 | |
| 32 | 4 | |
| 31 | 2 | 3.6% |
| 30 | 1 | 1.8% |
| 29 | 3 | |
| 28 | 4 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 88.9% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 456.6666667 |
| Minimum | 267 |
|---|---|
| Maximum | 613 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 267 |
|---|---|
| 5-th percentile | 307.8 |
| Q1 | 424 |
| median | 462 |
| Q3 | 508 |
| 95-th percentile | 573.2 |
| Maximum | 613 |
| Range | 346 |
| Interquartile range (IQR) | 84 |
Descriptive statistics
| Standard deviation | 76.74307786 |
|---|---|
| Coefficient of variation (CV) | 0.1680505355 |
| Kurtosis | 0.2273738295 |
| Mean | 456.6666667 |
| Median Absolute Deviation (MAD) | 41 |
| Skewness | -0.5076898645 |
| Sum | 20550 |
| Variance | 5889.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 528 | 2 | 3.6% |
| 523 | 2 | 3.6% |
| 503 | 2 | 3.6% |
| 443 | 2 | 3.6% |
| 472 | 2 | 3.6% |
| 501 | 1 | 1.8% |
| 489 | 1 | 1.8% |
| 356 | 1 | 1.8% |
| 421 | 1 | 1.8% |
| 425 | 1 | 1.8% |
| Other values (30) | 30 | |
| (Missing) | 11 | 19.6% |
| Value | Count | Frequency (%) |
| 267 | 1 | |
| 306 | 1 | |
| 307 | 1 | |
| 311 | 1 | |
| 343 | 1 | |
| 346 | 1 | |
| 356 | 1 | |
| 400 | 1 | |
| 403 | 1 | |
| 421 | 1 |
| Value | Count | Frequency (%) |
| 613 | 1 | |
| 591 | 1 | |
| 580 | 1 | |
| 546 | 1 | |
| 528 | 2 | |
| 523 | 1 | |
| 523 | 2 | |
| 521 | 1 | |
| 515 | 1 | |
| 508 | 1 |
| Distinct | 38 |
|---|---|
| Distinct (%) | 84.4% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.62222222 |
| Minimum | 22 |
|---|---|
| Maximum | 125 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 42.2 |
| Q1 | 60 |
| median | 74 |
| Q3 | 84 |
| 95-th percentile | 113 |
| Maximum | 125 |
| Range | 103 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 22.49675622 |
|---|---|
| Coefficient of variation (CV) | 0.3055701871 |
| Kurtosis | -0.02674554421 |
| Mean | 73.62222222 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.1786676063 |
| Sum | 3313 |
| Variance | 506.1040404 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 84 | 3 | 5.4% |
| 74 | 3 | 5.4% |
| 80 | 2 | 3.6% |
| 83 | 2 | 3.6% |
| 63 | 2 | 3.6% |
| 90 | 1 | 1.8% |
| 44 | 1 | 1.8% |
| 114 | 1 | 1.8% |
| 109 | 1 | 1.8% |
| 125 | 1 | 1.8% |
| Other values (28) | 28 | |
| (Missing) | 11 | 19.6% |
| Value | Count | Frequency (%) |
| 22 | 1 | |
| 36 | 1 | |
| 42 | 1 | |
| 43 | 1 | |
| 44 | 1 | |
| 47 | 1 | |
| 50 | 1 | |
| 52 | 1 | |
| 53 | 1 | |
| 54 | 1 |
| Value | Count | Frequency (%) |
| 125 | 1 | |
| 120 | 1 | |
| 114 | 1 | |
| 109 | 1 | |
| 104 | 1 | |
| 102 | 1 | |
| 98 | 1 | |
| 94 | 1 | |
| 90 | 1 | |
| 88 | 1 |
| Distinct | 44 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 234.1555556 |
| Minimum | 127 |
|---|---|
| Maximum | 338 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 127 |
|---|---|
| 5-th percentile | 150.6 |
| Q1 | 212 |
| median | 232 |
| Q3 | 263 |
| 95-th percentile | 309.8 |
| Maximum | 338 |
| Range | 211 |
| Interquartile range (IQR) | 51 |
Descriptive statistics
| Standard deviation | 46.49729003 |
|---|---|
| Coefficient of variation (CV) | 0.1985743619 |
| Kurtosis | 0.0339983408 |
| Mean | 234.1555556 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | -0.166314663 |
| Sum | 10537 |
| Variance | 2161.99798 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 263 | 2 | 3.6% |
| 277 | 1 | 1.8% |
| 271 | 1 | 1.8% |
| 216 | 1 | 1.8% |
| 260 | 1 | 1.8% |
| 180 | 1 | 1.8% |
| 217 | 1 | 1.8% |
| 218 | 1 | 1.8% |
| 169 | 1 | 1.8% |
| 199 | 1 | 1.8% |
| Other values (34) | 34 | |
| (Missing) | 11 | 19.6% |
| Value | Count | Frequency (%) |
| 127 | 1 | |
| 147 | 1 | |
| 148 | 1 | |
| 161 | 1 | |
| 166 | 1 | |
| 169 | 1 | |
| 180 | 1 | |
| 198 | 1 | |
| 199 | 1 | |
| 203 | 1 |
| Value | Count | Frequency (%) |
| 338 | 1 | |
| 323 | 1 | |
| 313 | 1 | |
| 297 | 1 | |
| 283 | 1 | |
| 282 | 1 | |
| 277 | 1 | |
| 274 | 1 | |
| 271 | 1 | |
| 266 | 1 |
| Distinct | 35 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.13333333 |
| Minimum | 54 |
|---|---|
| Maximum | 144 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 54 |
|---|---|
| 5-th percentile | 56.2 |
| Q1 | 68 |
| median | 83 |
| Q3 | 90 |
| 95-th percentile | 114.8 |
| Maximum | 144 |
| Range | 90 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 20.12303068 |
|---|---|
| Coefficient of variation (CV) | 0.2420573057 |
| Kurtosis | 1.713200846 |
| Mean | 83.13333333 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 1.071032712 |
| Sum | 3741 |
| Variance | 404.9363636 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90 | 3 | 5.4% |
| 72 | 3 | 5.4% |
| 87 | 2 | 3.6% |
| 68 | 2 | 3.6% |
| 56 | 2 | 3.6% |
| 86 | 2 | 3.6% |
| 83 | 2 | 3.6% |
| 102 | 2 | 3.6% |
| 100 | 1 | 1.8% |
| 54 | 1 | 1.8% |
| Other values (25) | 25 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 54 | 1 | |
| 56 | 2 | |
| 57 | 1 | |
| 58 | 1 | |
| 60 | 1 | |
| 63 | 1 | |
| 65 | 1 | |
| 66 | 1 | |
| 67 | 1 | |
| 68 | 2 |
| Value | Count | Frequency (%) |
| 144 | 1 | 1.8% |
| 141 | 1 | 1.8% |
| 116 | 1 | 1.8% |
| 110 | 1 | 1.8% |
| 108 | 1 | 1.8% |
| 102 | 2 | |
| 100 | 1 | 1.8% |
| 99 | 1 | 1.8% |
| 97 | 1 | 1.8% |
| 90 | 3 |
| Distinct | 56 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 576.0 B |
| Minimum | 2022-10-01 00:00:00 |
|---|---|
| Maximum | 2022-11-25 00:00:00 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 93.3% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 456.7333333 |
| Minimum | 267 |
|---|---|
| Maximum | 613 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 267 |
|---|---|
| 5-th percentile | 308 |
| Q1 | 424 |
| median | 462 |
| Q3 | 508 |
| 95-th percentile | 573.2 |
| Maximum | 613 |
| Range | 346 |
| Interquartile range (IQR) | 84 |
Descriptive statistics
| Standard deviation | 76.71861218 |
|---|---|
| Coefficient of variation (CV) | 0.1679724395 |
| Kurtosis | 0.2253888253 |
| Mean | 456.7333333 |
| Median Absolute Deviation (MAD) | 41 |
| Skewness | -0.506865304 |
| Sum | 20553 |
| Variance | 5885.745455 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 528 | 2 | 3.6% |
| 503 | 2 | 3.6% |
| 443 | 2 | 3.6% |
| 501 | 1 | 1.8% |
| 472 | 1 | 1.8% |
| 356 | 1 | 1.8% |
| 421 | 1 | 1.8% |
| 425 | 1 | 1.8% |
| 346 | 1 | 1.8% |
| 424 | 1 | 1.8% |
| Other values (32) | 32 | |
| (Missing) | 11 | 19.6% |
| Value | Count | Frequency (%) |
| 267 | 1 | |
| 306 | 1 | |
| 307 | 1 | |
| 312 | 1 | |
| 343 | 1 | |
| 346 | 1 | |
| 356 | 1 | |
| 400 | 1 | |
| 403 | 1 | |
| 421 | 1 |
| Value | Count | Frequency (%) |
| 613 | 1 | |
| 591 | 1 | |
| 580 | 1 | |
| 546 | 1 | |
| 528 | 2 | |
| 524 | 1 | |
| 523 | 1 | |
| 523 | 1 | |
| 521 | 1 | |
| 515 | 1 |
| Distinct | 45 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.258461851 |
| Minimum | 3 |
|---|---|
| Maximum | 5.77540107 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3.426006904 |
| Q1 | 3.941605839 |
| median | 4.285714286 |
| Q3 | 4.647887324 |
| 95-th percentile | 5.153234494 |
| Maximum | 5.77540107 |
| Range | 2.77540107 |
| Interquartile range (IQR) | 0.7062814845 |
Descriptive statistics
| Standard deviation | 0.5598159029 |
|---|---|
| Coefficient of variation (CV) | 0.1314596496 |
| Kurtosis | 0.2600177132 |
| Mean | 4.258461851 |
| Median Absolute Deviation (MAD) | 0.3579490487 |
| Skewness | 0.1362556062 |
| Sum | 191.6307833 |
| Variance | 0.3133938451 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.429530201 | 1 | 1.8% |
| 4.390243902 | 1 | 1.8% |
| 4.695652174 | 1 | 1.8% |
| 4.514563107 | 1 | 1.8% |
| 4.881355932 | 1 | 1.8% |
| 4.504021448 | 1 | 1.8% |
| 3.84 | 1 | 1.8% |
| 3.517241379 | 1 | 1.8% |
| 3 | 1 | 1.8% |
| 4.015296367 | 1 | 1.8% |
| Other values (35) | 35 | |
| (Missing) | 11 | 19.6% |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 3.359073359 | 1 | |
| 3.409090909 | 1 | |
| 3.493670886 | 1 | |
| 3.5 | 1 | |
| 3.504672897 | 1 | |
| 3.517241379 | 1 | |
| 3.592017738 | 1 | |
| 3.76744186 | 1 | |
| 3.84 | 1 |
| Value | Count | Frequency (%) |
| 5.77540107 | 1 | |
| 5.245901639 | 1 | |
| 5.198019802 | 1 | |
| 4.974093264 | 1 | |
| 4.881355932 | 1 | |
| 4.782608696 | 1 | |
| 4.761904762 | 1 | |
| 4.736842105 | 1 | |
| 4.696969697 | 1 | |
| 4.695652174 | 1 |
| Distinct | 45 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.48161336 |
| Minimum | 12.81464531 |
|---|---|
| Maximum | 29.13043478 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 12.81464531 |
|---|---|
| 5-th percentile | 13.9866727 |
| Q1 | 18.40354767 |
| median | 21.44638404 |
| Q3 | 25 |
| 95-th percentile | 27.63135165 |
| Maximum | 29.13043478 |
| Range | 16.31578947 |
| Interquartile range (IQR) | 6.596452328 |
Descriptive statistics
| Standard deviation | 4.323811241 |
|---|---|
| Coefficient of variation (CV) | 0.2012796324 |
| Kurtosis | -0.8539415358 |
| Mean | 21.48161336 |
| Median Absolute Deviation (MAD) | 3.215821037 |
| Skewness | -0.250377477 |
| Sum | 966.6726012 |
| Variance | 18.69534365 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.13422819 | 1 | 1.8% |
| 13.90243902 | 1 | 1.8% |
| 24.63768116 | 1 | 1.8% |
| 17.47572816 | 1 | 1.8% |
| 24.40677966 | 1 | 1.8% |
| 18.230563 | 1 | 1.8% |
| 24 | 1 | 1.8% |
| 25.51724138 | 1 | 1.8% |
| 25 | 1 | 1.8% |
| 26.95984704 | 1 | 1.8% |
| Other values (35) | 35 | |
| (Missing) | 11 | 19.6% |
| Value | Count | Frequency (%) |
| 12.81464531 | 1 | |
| 13.61502347 | 1 | |
| 13.90243902 | 1 | |
| 14.32360743 | 1 | |
| 15.15151515 | 1 | |
| 15.25821596 | 1 | |
| 16.66666667 | 1 | |
| 16.875 | 1 | |
| 17.47572816 | 1 | |
| 18.230563 | 1 |
| Value | Count | Frequency (%) |
| 29.13043478 | 1 | |
| 28.3286119 | 1 | |
| 27.7992278 | 1 | |
| 26.95984704 | 1 | |
| 26.82926829 | 1 | |
| 26.18510158 | 1 | |
| 26.06635071 | 1 | |
| 25.82278481 | 1 | |
| 25.51724138 | 1 | |
| 25.46816479 | 1 |
| Distinct | 45 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.69433011 |
| Minimum | 6.232294618 |
|---|---|
| Maximum | 28.21782178 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 6.232294618 |
|---|---|
| 5-th percentile | 12.97776766 |
| Q1 | 15.70048309 |
| median | 18.18181818 |
| Q3 | 21.02272727 |
| 95-th percentile | 25.54613622 |
| Maximum | 28.21782178 |
| Range | 21.98552716 |
| Interquartile range (IQR) | 5.322244181 |
Descriptive statistics
| Standard deviation | 4.241046402 |
|---|---|
| Coefficient of variation (CV) | 0.2268627106 |
| Kurtosis | 0.8086537908 |
| Mean | 18.69433011 |
| Median Absolute Deviation (MAD) | 2.777777778 |
| Skewness | -0.05732888367 |
| Sum | 841.2448551 |
| Variance | 17.98647458 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17.89709172 | 1 | 1.8% |
| 17.07317073 | 1 | 1.8% |
| 12.75362319 | 1 | 1.8% |
| 19.41747573 | 1 | 1.8% |
| 14.57627119 | 1 | 1.8% |
| 23.5924933 | 1 | 1.8% |
| 17.86666667 | 1 | 1.8% |
| 16.20689655 | 1 | 1.8% |
| 19.72222222 | 1 | 1.8% |
| 22.94455067 | 1 | 1.8% |
| Other values (35) | 35 | |
| (Missing) | 11 | 19.6% |
| Value | Count | Frequency (%) |
| 6.232294618 | 1 | |
| 12.70833333 | 1 | |
| 12.75362319 | 1 | |
| 13.87434555 | 1 | |
| 14.20454545 | 1 | |
| 14.57627119 | 1 | |
| 14.75409836 | 1 | |
| 14.97326203 | 1 | |
| 15.07177033 | 1 | |
| 15.32846715 | 1 |
| Value | Count | Frequency (%) |
| 28.21782178 | 1 | |
| 27.63157895 | 1 | |
| 25.82938389 | 1 | |
| 24.41314554 | 1 | |
| 24.13127413 | 1 | |
| 23.5924933 | 1 | |
| 23.0248307 | 1 | |
| 23.00469484 | 1 | |
| 22.94455067 | 1 | |
| 22.5 | 1 |
| Distinct | 45 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.71808508 |
| Minimum | 67.36641221 |
|---|---|
| Maximum | 91.20521173 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 67.36641221 |
|---|---|
| 5-th percentile | 81.07936337 |
| Q1 | 84.90566038 |
| median | 86.89655172 |
| Q3 | 88 |
| 95-th percentile | 89.47829831 |
| Maximum | 91.20521173 |
| Range | 23.83879951 |
| Interquartile range (IQR) | 3.094339623 |
Descriptive statistics
| Standard deviation | 4.440408373 |
|---|---|
| Coefficient of variation (CV) | 0.05180246816 |
| Kurtosis | 8.773646737 |
| Mean | 85.71808508 |
| Median Absolute Deviation (MAD) | 1.578444057 |
| Skewness | -2.650134772 |
| Sum | 3857.313829 |
| Variance | 19.71722652 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 89.22155689 | 1 | 1.8% |
| 86.86440678 | 1 | 1.8% |
| 80.98591549 | 1 | 1.8% |
| 87.47346072 | 1 | 1.8% |
| 82.86516854 | 1 | 1.8% |
| 88.59857482 | 1 | 1.8% |
| 88.23529412 | 1 | 1.8% |
| 83.8150289 | 1 | 1.8% |
| 84.90566038 | 1 | 1.8% |
| 85.31810767 | 1 | 1.8% |
| Other values (35) | 35 | |
| (Missing) | 11 | 19.6% |
| Value | Count | Frequency (%) |
| 67.36641221 | 1 | |
| 69.98011928 | 1 | |
| 80.98591549 | 1 | |
| 81.45315488 | 1 | |
| 81.69642857 | 1 | |
| 82.14971209 | 1 | |
| 82.76515152 | 1 | |
| 82.86516854 | 1 | |
| 83.8150289 | 1 | |
| 84.42437923 | 1 |
| Value | Count | Frequency (%) |
| 91.20521173 | 1 | |
| 90.90909091 | 1 | |
| 89.54248366 | 1 | |
| 89.22155689 | 1 | |
| 89.18322296 | 1 | |
| 89.02953586 | 1 | |
| 88.77952756 | 1 | |
| 88.62973761 | 1 | |
| 88.59857482 | 1 | |
| 88.56548857 | 1 |
Midpoint
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 43 |
|---|---|
| Distinct (%) | 95.6% |
| Missing | 11 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.245740741 |
| Minimum | 3.358333333 |
|---|---|
| Maximum | 5.65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 3.358333333 |
|---|---|
| 5-th percentile | 3.611666667 |
| Q1 | 3.891666667 |
| median | 4.175 |
| Q3 | 4.425 |
| 95-th percentile | 5.093333333 |
| Maximum | 5.65 |
| Range | 2.291666667 |
| Interquartile range (IQR) | 0.5333333333 |
Descriptive statistics
| Standard deviation | 0.534505761 |
|---|---|
| Coefficient of variation (CV) | 0.1258922279 |
| Kurtosis | 0.4310215343 |
| Mean | 4.245740741 |
| Median Absolute Deviation (MAD) | 0.2833333333 |
| Skewness | 0.8585213802 |
| Sum | 191.0583333 |
| Variance | 0.2856964085 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.4 | 2 | 3.6% |
| 3.691666667 | 2 | 3.6% |
| 4.116666667 | 1 | 1.8% |
| 3.925 | 1 | 1.8% |
| 4.966666667 | 1 | 1.8% |
| 3.875 | 1 | 1.8% |
| 3.591666667 | 1 | 1.8% |
| 4.983333333 | 1 | 1.8% |
| 5.65 | 1 | 1.8% |
| 5.108333333 | 1 | 1.8% |
| Other values (33) | 33 | |
| (Missing) | 11 | 19.6% |
| Value | Count | Frequency (%) |
| 3.358333333 | 1 | |
| 3.425 | 1 | |
| 3.591666667 | 1 | |
| 3.691666667 | 2 | |
| 3.716666667 | 1 | |
| 3.733333333 | 1 | |
| 3.775 | 1 | |
| 3.775 | 1 | |
| 3.85 | 1 | |
| 3.875 | 1 |
| Value | Count | Frequency (%) |
| 5.65 | 1 | |
| 5.625 | 1 | |
| 5.108333333 | 1 | |
| 5.033333333 | 1 | |
| 4.983333333 | 1 | |
| 4.966666667 | 1 | |
| 4.95 | 1 | |
| 4.925 | 1 | |
| 4.833333333 | 1 | |
| 4.575 | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 540.0 B |
| Monday | |
|---|---|
| Tuesday | |
| Wednesday | |
| Thursday | |
| Friday | |
| Other values (2) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.142857143 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Saturday |
|---|---|
| 2nd row | Sunday |
| 3rd row | Monday |
| 4th row | Tuesday |
| 5th row | Wednesday |
Common Values
| Value | Count | Frequency (%) |
| Monday | 8 | |
| Tuesday | 8 | |
| Wednesday | 8 | |
| Thursday | 8 | |
| Friday | 8 | |
| Saturday | 8 | |
| Sunday | 8 |
Length
Pie chart
| Value | Count | Frequency (%) |
| monday | 8 | |
| tuesday | 8 | |
| wednesday | 8 | |
| thursday | 8 | |
| friday | 8 | |
| saturday | 8 | |
| sunday | 8 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2857142857 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 40 |
| Zeros (%) | 71.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 352.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4558423058 |
|---|---|
| Coefficient of variation (CV) | 1.59544807 |
| Kurtosis | -1.089622642 |
| Mean | 0.2857142857 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.974996043 |
| Sum | 16 |
| Variance | 0.2077922078 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 40 | |
| 1 | 16 | 28.6% |
| Value | Count | Frequency (%) |
| 0 | 40 | |
| 1 | 16 | 28.6% |
| Value | Count | Frequency (%) |
| 1 | 16 | 28.6% |
| 0 | 40 |
| Distinct | 48 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 6 |
| Missing (%) | 10.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4897210343 |
| Minimum | 0.1736722115 |
|---|---|
| Maximum | 0.8719988214 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 576.0 B |
Quantile statistics
| Minimum | 0.1736722115 |
|---|---|
| 5-th percentile | 0.258812273 |
| Q1 | 0.3431000748 |
| median | 0.4586926795 |
| Q3 | 0.6533251241 |
| 95-th percentile | 0.7975602907 |
| Maximum | 0.8719988214 |
| Range | 0.6983266099 |
| Interquartile range (IQR) | 0.3102250493 |
Descriptive statistics
| Standard deviation | 0.1845024813 |
|---|---|
| Coefficient of variation (CV) | 0.3767501667 |
| Kurtosis | -0.8026034073 |
| Mean | 0.4897210343 |
| Median Absolute Deviation (MAD) | 0.1380161999 |
| Skewness | 0.3889100453 |
| Sum | 24.48605171 |
| Variance | 0.03404116561 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2593483643 | 2 | 3.6% |
| 0.3970376417 | 2 | 3.6% |
| 0.8135257058 | 1 | 1.8% |
| 0.464290293 | 1 | 1.8% |
| 0.5277579361 | 1 | 1.8% |
| 0.4876531099 | 1 | 1.8% |
| 0.4908397 | 1 | 1.8% |
| 0.4501002975 | 1 | 1.8% |
| 0.5222347812 | 1 | 1.8% |
| 0.6575258761 | 1 | 1.8% |
| Other values (38) | 38 | |
| (Missing) | 6 | 10.7% |
| Value | Count | Frequency (%) |
| 0.1736722115 | 1 | |
| 0.1905614269 | 1 | |
| 0.2583736528 | 1 | |
| 0.2593483643 | 2 | |
| 0.2627313795 | 1 | |
| 0.2850032488 | 1 | |
| 0.2871434988 | 1 | |
| 0.3032005204 | 1 | |
| 0.3191786334 | 1 | |
| 0.3221743259 | 1 |
| Value | Count | Frequency (%) |
| 0.8719988214 | 1 | |
| 0.8551843531 | 1 | |
| 0.8135257058 | 1 | |
| 0.7780470056 | 1 | |
| 0.7759829063 | 1 | |
| 0.7415340081 | 1 | |
| 0.7354249572 | 1 | |
| 0.7292477279 | 1 | |
| 0.7185122968 | 1 | |
| 0.6805450275 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | Onset | Offset | TST | WASO | NOA | TIB | REMSD | LSD | DSD | Date | TSDP | AI | SWSP | REMP | SMI | Midpoint | Day | IsWeekend | SleepRegularity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 23.183333 | 7.533333 | 447.0 | 54.0 | 33.0 | 501.0 | 80.0 | 277.0 | 90.0 | 2022-10-01 | 501.0 | 4.429530 | 20.134228 | 17.897092 | 89.221557 | 4.175000 | Saturday | 1 | NaN |
| 1 | 1 | 22.550000 | 7.350000 | 437.0 | 91.0 | 32.0 | 528.0 | 84.0 | 297.0 | 56.0 | 2022-10-02 | 528.0 | 4.393593 | 12.814645 | 19.221968 | 82.765152 | 4.400000 | Sunday | 1 | NaN |
| 2 | 2 | 22.750000 | 6.866667 | 426.0 | 61.0 | 28.0 | 487.0 | 104.0 | 264.0 | 58.0 | 2022-10-03 | 487.0 | 3.943662 | 13.615023 | 24.413146 | 87.474333 | 4.058333 | Monday | 0 | 0.173672 |
| 3 | 3 | 23.150000 | 6.583333 | 382.0 | 64.0 | 28.0 | 446.0 | 53.0 | 247.0 | 82.0 | 2022-10-04 | 446.0 | 4.397906 | 21.465969 | 13.874346 | 85.650224 | 3.716667 | Tuesday | 0 | 0.285003 |
| 4 | 4 | 24.583333 | 7.250000 | 352.0 | 48.0 | 20.0 | 400.0 | 74.0 | 208.0 | 70.0 | 2022-10-05 | 400.0 | 3.409091 | 19.886364 | 21.022727 | 88.000000 | 3.916667 | Wednesday | 0 | 0.258374 |
| 5 | 5 | 22.433333 | 7.116667 | 428.0 | 93.0 | 25.0 | 521.0 | 90.0 | 236.0 | 102.0 | 2022-10-06 | 521.0 | 3.504673 | 23.831776 | 21.028037 | 82.149712 | 4.341667 | Thursday | 0 | 0.259348 |
| 6 | 45 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2022-10-07 | NaN | NaN | NaN | NaN | NaN | NaN | Friday | 0 | 0.259348 |
| 7 | 46 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2022-10-08 | NaN | NaN | NaN | NaN | NaN | NaN | Saturday | 1 | 0.287143 |
| 8 | 47 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2022-10-09 | NaN | NaN | NaN | NaN | NaN | NaN | Sunday | 1 | 0.262731 |
| 9 | 48 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2022-10-10 | NaN | NaN | NaN | NaN | NaN | NaN | Monday | 0 | 0.319179 |
Last rows
| df_index | Onset | Offset | TST | WASO | NOA | TIB | REMSD | LSD | DSD | Date | TSDP | AI | SWSP | REMP | SMI | Midpoint | Day | IsWeekend | SleepRegularity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 46 | 35 | 24.250000 | 7.533333 | 377.0 | 60.0 | 27.0 | 437.0 | 66.0 | 257.0 | 54.0 | 2022-11-16 | 437.0 | 4.297082 | 14.323607 | 17.506631 | 86.270023 | 3.891667 | Wednesday | 0 | 0.775983 |
| 47 | 36 | 23.550000 | 8.283333 | 353.0 | 170.0 | 25.0 | 523.0 | 22.0 | 231.0 | 100.0 | 2022-11-17 | 524.0 | 4.249292 | 28.328612 | 6.232295 | 67.366412 | 4.366667 | Thursday | 0 | 0.680545 |
| 48 | 37 | 22.716667 | 7.300000 | 451.0 | 64.0 | 27.0 | 515.0 | 82.0 | 282.0 | 87.0 | 2022-11-18 | 515.0 | 3.592018 | 19.290466 | 18.181818 | 87.572816 | 4.291667 | Friday | 0 | 0.660903 |
| 49 | 38 | 26.400000 | 7.500000 | 274.0 | 32.0 | 18.0 | 306.0 | 42.0 | 166.0 | 66.0 | 2022-11-19 | 306.0 | 3.941606 | 24.087591 | 15.328467 | 89.542484 | 4.950000 | Saturday | 1 | 0.482025 |
| 50 | 39 | 23.800000 | 9.650000 | 518.0 | 73.0 | 29.0 | 591.0 | 125.0 | 249.0 | 144.0 | 2022-11-20 | 591.0 | 3.359073 | 27.799228 | 24.131274 | 87.648054 | 4.925000 | Sunday | 1 | 0.438477 |
| 51 | 40 | 25.383333 | 7.100000 | 304.0 | 39.0 | 23.0 | 343.0 | 84.0 | 148.0 | 72.0 | 2022-11-21 | 343.0 | 4.539474 | 23.684211 | 27.631579 | 88.629738 | 4.241667 | Monday | 0 | 0.425540 |
| 52 | 41 | 23.566667 | 7.466667 | 422.0 | 52.0 | 33.0 | 474.0 | 109.0 | 203.0 | 110.0 | 2022-11-22 | 474.0 | 4.691943 | 26.066351 | 25.829384 | 89.029536 | 3.950000 | Tuesday | 0 | 0.422718 |
| 53 | 42 | 23.833333 | 7.216667 | 386.0 | 57.0 | 32.0 | 443.0 | 74.0 | 224.0 | 88.0 | 2022-11-23 | 443.0 | 4.974093 | 22.797927 | 19.170984 | 87.133183 | 3.691667 | Wednesday | 0 | 0.465347 |
| 54 | 43 | 23.883333 | 7.433333 | 404.0 | 49.0 | 35.0 | 453.0 | 114.0 | 212.0 | 78.0 | 2022-11-24 | 453.0 | 5.198020 | 19.306931 | 28.217822 | 89.183223 | 3.775000 | Thursday | 0 | 0.512183 |
| 55 | 44 | 23.400000 | 7.266667 | 414.0 | 58.0 | 33.0 | 472.0 | 65.0 | 263.0 | 86.0 | 2022-11-25 | 472.0 | 4.782609 | 20.772947 | 15.700483 | 87.711864 | 3.933333 | Friday | 0 | 0.526287 |